Mind Luster Course Directory Reverse-Engineering Pack · Information Architecture Review

About this listing

• Object: a course aggregator/search engine, not the rights holder (per the official About FAQ)
• 12 top-level categories observed with IDs (Programming=1, Graphic Design=2, Business=3, Science=4, Computer Science=5, Marketing=6, Languages=7, Arabic=8, Computer Softwares=13, Medical=17, Engineering=18, AI=25)
• Course-card fields: thumbnail, category, title, instructor, rating, review count, student count, lesson count, Certified flag
• URL patterns: /certificate/{id}/{slug}-video, /certified/cat/{id}/{name}, /courses/cat/{id}/{name}
• Compliance: robots/automated access returned 403; this pack contains no course content, only public structure and original method

Problem: turns the directory structure of a course search engine such as Mind Luster into reusable product reference material — category tree, course-card fields (lesson count, category, instructor, rating, student count, Certified flag, Premium), URL patterns and filter dimensions — plus our own course-selection scoring card. It is not a course downloader. Audience: product managers and operators building course directories or aggregation products, learners who need to shortlist free courses efficiently, and designers studying information architecture. Stack & setup: delivered as Markdown, a JSON field model and a category-tree table; no code dependencies, low effort, no hosting needed. Difference: the official FAQ describes Mind Luster as "a search engine that gathers courses from the internet and brings them to you simply", so this pack only reverse-engineers information structure and contains no course videos, handouts or subtitles. Risks: the site returns 403 / bot verification to automated access, and its public figures conflict — the homepage claims 300K+ and 600K+ courses while the About FAQ says "more than 12,000 courses and 160,000 lessons" and "more than 25,000 courses"; always cite source and date. Not all courses are accredited, certificates require finishing the course and can be renamed only once, and Premium is a paid ad-free tier. Re-check & boundary (2026-11-03): operated by Mindluster Inc. as a free online learning platform that organizes open educational content; it is proprietary, with no distributable license found. Automated direct access returned HTTP 403 (Cloudflare), so this pack contains no videos, handouts, subtitles or exercises; the category and field observations are samples from public pages/search snippets and are not guaranteed complete. Cite official figures with source and date.

A licensed delivery file is generated after payment and downloadable from the delivery page.

Public fact metadata

Fact fields come from public sources; timestamps are shown above. Missing fields are marked unknown and never guessed.

What you get

1 份 Markdown 交付文件，共 10 个章节：

1. 0. 先明确：这是什么，不是什么
2. 1. 对象判定与公开口径
3. 2. 观测到的类目树（公开页面快照）
4. 3. 课程卡片字段模型（我们从公开页面归纳）
5. 4. URL 模式与筛选维度
6. 5. 原创选课评分卡（本店方法，不是官方评分）
7. 6. 可复用的逆向方法（做同类目录产品时）
8. 7. 合规边界与访问实测
9. 8. 数据口径冲突与待验证清单
10. 9. 来源

Compatibility

Before you buy

FAQ

Comparison

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